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| Section | Weight | Objectives |
|---|---|---|
| Data Transformation Techniques | 25% | - Macros and packages - Common table expressions and subqueries - Refactoring and incremental models - Jinja templating |
| Testing and Documentation | 20% | - Custom data tests - dbt docs and DAG visualization - Schema tests (unique, not_null, accepted_values, relationships) - Documentation generation |
| dbt Fundamentals | 15% | - dbt project structure - dbt workflow and best practices - dbt Core vs dbt Cloud |
| Models | 25% | - Sources and references - Writing and managing SQL models - Snapshots - Seeds - Materializations (table, view, ephemeral, incremental) |
| Deployment and Orchestration | 15% | - Jobs and scheduling in dbt Cloud - Environments (dev, staging, prod) - CI/CD with dbt Cloud - Git version control integration |
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